Pith Number

pith:ZH7FNUK3

pith:2025:ZH7FNUK3HESOL4FJHI5FKJY4YN

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Automated Web GUI Testing

Chenxi Yang, Chenxu Liu, Guoquan Wu, Jun Wei, Wei Chen, Yifei Zhang, Zheheng Liang, Zhiyu Gu

arxiv:2504.19237 v1 · 2025-04-27 · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZH7FNUK3HESOL4FJHI5FKJY4YN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements

Receipt and verification

First computed	2026-07-05T10:54:54.233145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9fe56d15b3924e5f0a93a3a55271cc356e06d944785b7bae4e7a7c95ef97496

Aliases

arxiv: 2504.19237 · arxiv_version: 2504.19237v1 · doi: 10.48550/arxiv.2504.19237 · pith_short_12: ZH7FNUK3HESO · pith_short_16: ZH7FNUK3HESOL4FJ · pith_short_8: ZH7FNUK3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZH7FNUK3HESOL4FJHI5FKJY4YN \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c9fe56d15b3924e5f0a93a3a55271cc356e06d944785b7bae4e7a7c95ef97496

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7696e42ae6724b15bb863494fc3afc03785407195975f6d194e105a19069cea",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-27T13:42:30Z",
    "title_canon_sha256": "21965deb08b8eb8398dbf5132659382141b2f81b10ed7e55c27d2c0e7e2c0ba1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19237",
    "kind": "arxiv",
    "version": 1
  }
}